#MoE
614 related articles
Tech Frontiers·1 min
Gemini 3.5 Flash Released: How Google Balances AI Model Speed and Capability
Google releases Gemini 3.5 Flash, optimizing the balance between speed and capability. Analysis of Flash series evolution, comparisons with GPT-4o mini, and practical value for developers.
Read more →
Product Reviews·1 min
Qwen3.6-27B Open-Source Model Review: Flagship-Level Code and Multimodal Capabilities with Just 27B Parameters
Deep dive into Alibaba's Qwen3.6-27B: a 27B dense model delivering flagship-level code generation and multimodal capabilities on a single GPU with INT4 quantization.
Read more →
Product Reviews·1 min
Qwen3.6 Quantized Local Deployment Benchmark: Which Is Best — NVFP4, APEX, Q4, or Q6?
Benchmarking 7-8 Qwen3.6 quantized models across 8 dimensions including tool calling, CLI ops, and bug fixing. Comparing NVFP4, APEX, Q4, Q6 with rankings and recommendations.
Read more →
Tech Frontiers·1 min
Qwen3.6 35B Open-Source Model Approaches Claude in Tests, xAI Voice Cloning API Officially Launches
Alibaba open-sources Qwen3.6 35B with 256-expert MoE architecture needing only 3B active params, scoring 73.4% on SWE-Bench near Claude Opus. xAI launches Voice Cloning API supporting 28 languages.
Read more →
Tech Frontiers·1 min
Qwen3.6 MTP Acceleration Benchmarked: Single GPU Inference Hits 220 token/s
Qwen3.6 experimental MTP-GGUF benchmarked: single GPU pushes 35B-A3B model to 220 token/s, 1.4x faster with zero accuracy loss. Covers MTP principles, optimal Draft Tokens strategy, and RTX 5090 results.
Read more →
Industry Insights·2 min
Enterprise LLM Selection Guide: In-Depth Comparison of Llama 3.1, Qwen 2.5, and DeepSeek
How should enterprises choose open-source LLMs? This guide compares Llama 3.1, Qwen 2.5, DeepSeek, and Mistral across model capabilities, hardware requirements, and business scenarios.
Read more →
Deep Dives·1 min
Qwen3.5 Deep Dive: Hybrid Attention Architecture Achieves 19x Speedup for Long Context
Deep analysis of Alibaba's open-source Qwen3.5 hybrid attention architecture, how Gated Delta Net achieves 19x speedup at 256K context, and multimodal results surpassing Gemini 3 Pro and GPT-5.2.
Read more →
Tutorials·2 min
VS Code Claude Code + DeepSeek V4 Pro Configuration Tutorial (5 Steps)
Step-by-step tutorial: Connect VS Code's Claude Code plugin to DeepSeek V4 Pro via CCSwitch, bypassing auth limits and cutting AI coding costs to 25%.
Read more →
Product Reviews·2 min
SoloEnt OC Skill Pack Experience: AI Roleplay Reimagined with DeepSeek V3
Hands-on review of SoloEnt's OC skill pack powered by DeepSeek V3 for immersive AI roleplay. Features real-time affection system, inner monologue archives, and 75% off promotion.
Read more →
Product Reviews·3 min
Xiaomi MiMo V2.5 Pro In-Depth Review: Comprehensive Testing of Code, 3D, and SVG Generation Capabilities
In-depth review of Xiaomi's MiMo V2.5 Pro open-source LLM: 1.2T parameter MoE architecture tested on macOS clone, frontend UI, Three.js 3D scenes, and SVG generation tasks.
Read more →
Tutorials·1 min
Coze Workflow Tutorial: One-Click Historical Short Video Generation – Complete Guide
Step-by-step Coze workflow tutorial using DeepSeek V3 + CapCut to automate historical short video production. Covers script generation, AI image creation, voice synthesis, and CapCut draft output in 6 modules.
Read more →
Tech Frontiers·3 min
DeepSeek V3.2 Released: Reasoning on Par with GPT-5, First to Integrate Deep Thinking into Tool Use
DeepSeek V3.2 is officially released and open-sourced with reasoning on par with GPT-5, second only to Gemini 3.0 Pro. First to integrate deep thinking into tool use, with top-tier agent capabilities and an IMO 2025 gold medal.
Read more →
Product Reviews·2 min
OpenAI Codex on Windows: Features, Quotas, and Real-World Testing
A deep-dive test of OpenAI Codex on Windows: GPT-5.4 capabilities, quota comparison with Claude Code, Work Tree parallel tasks, sandbox security, and two real-world projects.
Read more →
Deep Dives·1 min
Beginner's Guide to AI Agents: Core Principles, Technical Architecture, and Application Scenarios Explained
A systematic guide to AI Agents covering core principles of perception, decision-making, and action, plus the technical stack of LLMs, tool calling, memory systems, and RAG, with real-world use cases.
Read more →
Tutorials·2 min
Agent Cowork Setup Guide: A Zero-Cost AI Desktop Assistant Walkthrough
Agent Cowork is a zero-cost AI desktop assistant built on Claude-Cowork, powered by Nvidia's free API. Learn the 3-step setup and see real-world use cases.
Read more →
Expert Opinions·3 min
AI Output Quality Correlates 0.92 with Prompting Skill: Judgment Is the Real Moat
Anthropic's 1M conversation study shows 0.92 correlation between prompting skill and AI output quality. Knowledge equality is an illusion—judgment is the real moat in the AI era.
Read more →
Product Reviews·3 min
Grok 4.1 vs GPT-5 vs Claude 4.5 Real-World Comparison | 2025 Model Selection Guide
2025 deep comparison of Grok 4.1, GPT-5, Claude 4.5, and Gemini 3 Pro across reasoning, coding, writing, and long-text tasks, with multi-model workflow examples and a selection guide.
Read more →
Tech Frontiers·4 min
Step 3.5 Flash Deep Dive: How a 196B Parameter Open-Source Model Beat Gemini
Deep dive into StepFun's Step 3.5 Flash: 196B parameter MoE model activating only 11B, 350 tokens/sec coding speed, 256K context window, local deployment ready. How it beats Gemini 3 Flash.
Read more →
Tech Frontiers·3 min
GPT Image 2 Generates APP Interfaces from Scratch — A Paradigm Revolution in AI Front-End Development
GPT Image 2 generates flawless text and photorealistic APP interfaces from scratch. Combined with Codex, AI front-end development enters a paradigm revolution. Coverage includes Amap's ABOT, LLM interpretability breakthroughs, and Huang's TPU rebuttal.
Read more →
Product Reviews·4 min
Manus Hands-On Review: Testing a General-Purpose AI Agent Across Three Real-World Scenarios
Hands-on testing of Manus general AI Agent across history report generation, Tesla stock analysis, and GAIA benchmarks. Compares vertical vs general agents with scoring data and limitation analysis.
Read more →